Flat Lay Comparison

GPT-Image 1.5 vs Seedream 4.5

Top-down arranged compositions and aesthetic product flat lays — see how these models compare with real AI-generated outputs.

Full comparison

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Flat lay content lives or dies by composition: clean top-down perspective, intentional spacing, consistent lighting, and believable textures across multiple objects. In Influencer Studio, GPT-Image 1.5 and Seedream 4.5 both generate high-quality flat lays, but they differ in how they handle layout control, styling variety, and iteration speed.

Below is a focused comparison for top-down arranged scenes—think product grids, skincare routines, coffee-and-notebook setups, seasonal bundles, and branded “storytelling” arrangements—so you can pick the model that matches your workflow and credit budget.

Flat Lay — Side-by-Side Results

Prompt

"Top-down flat lay on a cozy bedroom duvet: a 20s woman with shoulder-length wavy dark hair leans into the corner of the frame, looking up toward the phone camera with a relaxed half-smile, wearing an oversized oatmeal hoodie and soft shorts as if mid “morning reset” story. Neatly arranged around her are an iced matcha, open journal with scribbles, a skincare serum, lip balm, wireless earbuds, sunglasses, and a messy claw clip, all balanced on a clean neutral surface. Soft window daylight, casual unfiltered vibe, like a real Instagram story snapshot."

Feature Comparison

FeatureGPT-Image 1.5Seedream 4.5
ProviderOpenAIByteDance
Subcategoriestext-to-imagetext-to-image, image-to-image
1080p / 2k ModeYesYes
4k ModeNoNo
NSFW RatingStrictLow
Aspect Ratio1:1, 16:9, 9:16, 3:4, 4:31:1, 16:9, 9:16, 3:4, 4:3
Starting Price8 credits16 credits

GPT-Image 1.5 Strengths

  • Strong prompt adherence for precise flat lay layouts (object lists, positions, spacing, and styling constraints)
  • High-fidelity detail that helps small items read clearly in top-down shots (labels, textures, materials, props)
  • Reliable scene coherence when generating multi-object arrangements (consistent lighting and shadow logic across items)
  • Flexible quality tiers (8/16/32 credits) for quick concepting vs premium hero flat lays

Seedream 4.5 Strengths

  • Built-in image-to-image editing for refining an existing flat lay (swap props, adjust styling, iterate without restarting)
  • High-resolution output suited to crisp top-down product showcases and crop-friendly compositions
  • Versatile styles for flat lays (minimal studio, lifestyle, editorial, seasonal, playful brand palettes)
  • Straightforward per-image pricing (16 credits) for predictable budgeting during iteration

Verdict

If you need a flat lay generated from scratch with tight prompt control—especially when you’re specifying exact objects, arrangement rules, or a branded prop list—GPT-Image 1.5 is the stronger choice. Its prompt adherence and fidelity make it well-suited to “brief-style” flat lay prompts where layout accuracy matters.

If your workflow is iterative—starting from a reference flat lay and repeatedly tweaking items, colors, or styling—Seedream 4.5 stands out thanks to image-to-image editing and high-resolution output. For teams doing many small revisions to nail the final arrangement, it can be the more efficient path even at a flat 16 credits per image.

Frequently Asked Questions

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